Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 2215 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 502.0 KiB |
| Average record size in memory | 232.1 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 13 |
| DateTime | 1 |
Z_CostContact has constant value "3" | Constant |
Z_Revenue has constant value "11" | Constant |
AcceptedCmp5 is highly overall correlated with Income and 1 other fields | High correlation |
Income is highly overall correlated with AcceptedCmp5 and 10 other fields | High correlation |
MntFishProducts is highly overall correlated with Income and 7 other fields | High correlation |
MntFruits is highly overall correlated with Income and 7 other fields | High correlation |
MntGoldProds is highly overall correlated with Income and 8 other fields | High correlation |
MntMeatProducts is highly overall correlated with Income and 8 other fields | High correlation |
MntSweetProducts is highly overall correlated with Income and 7 other fields | High correlation |
MntWines is highly overall correlated with AcceptedCmp5 and 9 other fields | High correlation |
NumCatalogPurchases is highly overall correlated with Income and 9 other fields | High correlation |
NumStorePurchases is highly overall correlated with Income and 8 other fields | High correlation |
NumWebPurchases is highly overall correlated with Income and 5 other fields | High correlation |
NumWebVisitsMonth is highly overall correlated with Income and 1 other fields | High correlation |
AcceptedCmp3 is highly imbalanced (62.1%) | Imbalance |
AcceptedCmp4 is highly imbalanced (61.9%) | Imbalance |
AcceptedCmp5 is highly imbalanced (62.2%) | Imbalance |
AcceptedCmp1 is highly imbalanced (65.6%) | Imbalance |
AcceptedCmp2 is highly imbalanced (89.7%) | Imbalance |
Complain is highly imbalanced (92.3%) | Imbalance |
ID has unique values | Unique |
Recency has 28 (1.3%) zeros | Zeros |
MntFruits has 395 (17.8%) zeros | Zeros |
MntFishProducts has 379 (17.1%) zeros | Zeros |
MntSweetProducts has 413 (18.6%) zeros | Zeros |
MntGoldProds has 61 (2.8%) zeros | Zeros |
NumDealsPurchases has 44 (2.0%) zeros | Zeros |
NumWebPurchases has 48 (2.2%) zeros | Zeros |
NumCatalogPurchases has 576 (26.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-08-29 13:12:46.965144 |
|---|---|
| Analysis finished | 2024-08-29 13:14:05.602368 |
| Duration | 1 minute and 18.64 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
ID
Real number (ℝ)
UNIQUE
| Distinct | 2215 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5586.6181 |
| Minimum | 0 |
|---|---|
| Maximum | 11191 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 572.5 |
| Q1 | 2814.5 |
| median | 5455 |
| Q3 | 8419 |
| 95-th percentile | 10676.6 |
| Maximum | 11191 |
| Range | 11191 |
| Interquartile range (IQR) | 5604.5 |
Descriptive statistics
| Standard deviation | 3249.0828 |
|---|---|
| Coefficient of variation (CV) | 0.58158313 |
| Kurtosis | -1.1890012 |
| Mean | 5586.6181 |
| Median Absolute Deviation (MAD) | 2786 |
| Skewness | 0.041343723 |
| Sum | 12374359 |
| Variance | 10556539 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1503 | 1 | < 0.1% |
| 9246 | 1 | < 0.1% |
| 2392 | 1 | < 0.1% |
| 1920 | 1 | < 0.1% |
| 5975 | 1 | < 0.1% |
| 5846 | 1 | < 0.1% |
| 2456 | 1 | < 0.1% |
| 938 | 1 | < 0.1% |
| 983 | 1 | < 0.1% |
| 9955 | 1 | < 0.1% |
| Other values (2205) | 2205 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 9 | 1 | |
| 13 | 1 | |
| 17 | 1 | |
| 20 | 1 | |
| 22 | 1 | |
| 24 | 1 | |
| 25 | 1 | |
| 35 | 1 |
| Value | Count | Frequency (%) |
| 11191 | 1 | |
| 11188 | 1 | |
| 11187 | 1 | |
| 11181 | 1 | |
| 11178 | 1 | |
| 11176 | 1 | |
| 11171 | 1 | |
| 11166 | 1 | |
| 11148 | 1 | |
| 11133 | 1 |
Year_Birth
Real number (ℝ)
| Distinct | 59 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1968.8167 |
| Minimum | 1893 |
|---|---|
| Maximum | 1996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 1893 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1959 |
| median | 1970 |
| Q3 | 1977 |
| 95-th percentile | 1988 |
| Maximum | 1996 |
| Range | 103 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.987 |
|---|---|
| Coefficient of variation (CV) | 0.0060884284 |
| Kurtosis | 0.7340236 |
| Mean | 1968.8167 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.35291197 |
| Sum | 4360929 |
| Variance | 143.68816 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1976 | 89 | 4.0% |
| 1971 | 86 | 3.9% |
| 1975 | 83 | 3.7% |
| 1972 | 78 | 3.5% |
| 1978 | 76 | 3.4% |
| 1970 | 75 | 3.4% |
| 1965 | 74 | 3.3% |
| 1973 | 72 | 3.3% |
| 1969 | 70 | 3.2% |
| 1974 | 69 | 3.1% |
| Other values (49) | 1443 |
| Value | Count | Frequency (%) |
| 1893 | 1 | < 0.1% |
| 1899 | 1 | < 0.1% |
| 1900 | 1 | < 0.1% |
| 1940 | 1 | < 0.1% |
| 1941 | 1 | < 0.1% |
| 1943 | 6 | 0.3% |
| 1944 | 7 | |
| 1945 | 8 | |
| 1946 | 16 | |
| 1947 | 16 |
| Value | Count | Frequency (%) |
| 1996 | 2 | 0.1% |
| 1995 | 5 | 0.2% |
| 1994 | 3 | 0.1% |
| 1993 | 5 | 0.2% |
| 1992 | 13 | |
| 1991 | 15 | |
| 1990 | 18 | |
| 1989 | 29 | |
| 1988 | 29 | |
| 1987 | 27 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| Graduation | |
|---|---|
| PhD | |
| Master | |
| 2n Cycle | |
| Basic | 54 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 7.5182844 |
| Min length | 3 |
Characters and Unicode
| Total characters | 16653 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PhD |
|---|---|
| 2nd row | PhD |
| 3rd row | Master |
| 4th row | PhD |
| 5th row | Graduation |
Common Values
| Value | Count | Frequency (%) |
| Graduation | 1115 | |
| PhD | 481 | |
| Master | 365 | 16.5% |
| 2n Cycle | 200 | 9.0% |
| Basic | 54 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduation | 1115 | |
| phd | 481 | |
| master | 365 | 15.1% |
| 2n | 200 | 8.3% |
| cycle | 200 | 8.3% |
| basic | 54 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2649 | |
| r | 1480 | |
| t | 1480 | |
| n | 1315 | 7.9% |
| i | 1169 | 7.0% |
| G | 1115 | 6.7% |
| d | 1115 | 6.7% |
| u | 1115 | 6.7% |
| o | 1115 | 6.7% |
| e | 565 | 3.4% |
| Other values (12) | 3535 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16653 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 2649 | |
| r | 1480 | |
| t | 1480 | |
| n | 1315 | 7.9% |
| i | 1169 | 7.0% |
| G | 1115 | 6.7% |
| d | 1115 | 6.7% |
| u | 1115 | 6.7% |
| o | 1115 | 6.7% |
| e | 565 | 3.4% |
| Other values (12) | 3535 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16653 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 2649 | |
| r | 1480 | |
| t | 1480 | |
| n | 1315 | 7.9% |
| i | 1169 | 7.0% |
| G | 1115 | 6.7% |
| d | 1115 | 6.7% |
| u | 1115 | 6.7% |
| o | 1115 | 6.7% |
| e | 565 | 3.4% |
| Other values (12) | 3535 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16653 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 2649 | |
| r | 1480 | |
| t | 1480 | |
| n | 1315 | 7.9% |
| i | 1169 | 7.0% |
| G | 1115 | 6.7% |
| d | 1115 | 6.7% |
| u | 1115 | 6.7% |
| o | 1115 | 6.7% |
| e | 565 | 3.4% |
| Other values (12) | 3535 |
Marital_Status
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| Married | |
|---|---|
| Together | |
| Single | |
| Divorced | |
| Widow | 76 |
| Other values (3) | 7 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.075395 |
| Min length | 4 |
Characters and Unicode
| Total characters | 15672 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Together |
|---|---|
| 2nd row | Married |
| 3rd row | Together |
| 4th row | Married |
| 5th row | Together |
Common Values
| Value | Count | Frequency (%) |
| Married | 857 | |
| Together | 572 | |
| Single | 471 | |
| Divorced | 232 | 10.5% |
| Widow | 76 | 3.4% |
| Alone | 3 | 0.1% |
| Absurd | 2 | 0.1% |
| YOLO | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 857 | |
| together | 572 | |
| single | 471 | |
| divorced | 232 | 10.5% |
| widow | 76 | 3.4% |
| alone | 3 | 0.1% |
| absurd | 2 | 0.1% |
| yolo | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2707 | |
| r | 2520 | |
| i | 1636 | |
| d | 1167 | |
| g | 1043 | 6.7% |
| o | 883 | 5.6% |
| M | 857 | 5.5% |
| a | 857 | 5.5% |
| T | 572 | 3.6% |
| t | 572 | 3.6% |
| Other values (16) | 2858 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15672 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2707 | |
| r | 2520 | |
| i | 1636 | |
| d | 1167 | |
| g | 1043 | 6.7% |
| o | 883 | 5.6% |
| M | 857 | 5.5% |
| a | 857 | 5.5% |
| T | 572 | 3.6% |
| t | 572 | 3.6% |
| Other values (16) | 2858 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15672 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2707 | |
| r | 2520 | |
| i | 1636 | |
| d | 1167 | |
| g | 1043 | 6.7% |
| o | 883 | 5.6% |
| M | 857 | 5.5% |
| a | 857 | 5.5% |
| T | 572 | 3.6% |
| t | 572 | 3.6% |
| Other values (16) | 2858 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15672 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2707 | |
| r | 2520 | |
| i | 1636 | |
| d | 1167 | |
| g | 1043 | 6.7% |
| o | 883 | 5.6% |
| M | 857 | 5.5% |
| a | 857 | 5.5% |
| T | 572 | 3.6% |
| t | 572 | 3.6% |
| Other values (16) | 2858 |
Income
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1973 |
|---|---|
| Distinct (%) | 89.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51969.861 |
| Minimum | 1730 |
|---|---|
| Maximum | 162397 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 1730 |
|---|---|
| 5-th percentile | 18985 |
| Q1 | 35284 |
| median | 51373 |
| Q3 | 68487 |
| 95-th percentile | 83977 |
| Maximum | 162397 |
| Range | 160667 |
| Interquartile range (IQR) | 33203 |
Descriptive statistics
| Standard deviation | 21526.32 |
|---|---|
| Coefficient of variation (CV) | 0.41420776 |
| Kurtosis | 0.71354882 |
| Mean | 51969.861 |
| Median Absolute Deviation (MAD) | 16549 |
| Skewness | 0.34734968 |
| Sum | 1.1511324 × 108 |
| Variance | 4.6338246 × 108 |
| Monotonicity | Decreasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7500 | 12 | 0.5% |
| 35860 | 4 | 0.2% |
| 37760 | 3 | 0.1% |
| 47025 | 3 | 0.1% |
| 18929 | 3 | 0.1% |
| 63841 | 3 | 0.1% |
| 39922 | 3 | 0.1% |
| 18690 | 3 | 0.1% |
| 83844 | 3 | 0.1% |
| 67445 | 3 | 0.1% |
| Other values (1963) | 2175 |
| Value | Count | Frequency (%) |
| 1730 | 1 | |
| 2447 | 1 | |
| 3502 | 1 | |
| 4023 | 1 | |
| 4428 | 1 | |
| 4861 | 1 | |
| 5305 | 1 | |
| 5648 | 1 | |
| 6560 | 1 | |
| 6835 | 1 |
| Value | Count | Frequency (%) |
| 162397 | 1 | |
| 160803 | 1 | |
| 157733 | 1 | |
| 157243 | 1 | |
| 157146 | 1 | |
| 156924 | 1 | |
| 153924 | 1 | |
| 113734 | 1 | |
| 105471 | 1 | |
| 102692 | 1 |
Kidhome
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 46 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2215 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1283 | |
| 1 | 886 | |
| 2 | 46 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1283 | |
| 1 | 886 | |
| 2 | 46 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1283 | |
| 1 | 886 | |
| 2 | 46 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1283 | |
| 1 | 886 | |
| 2 | 46 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1283 | |
| 1 | 886 | |
| 2 | 46 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1283 | |
| 1 | 886 | |
| 2 | 46 | 2.1% |
Teenhome
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 51 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2215 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1146 | |
| 1 | 1018 | |
| 2 | 51 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1146 | |
| 1 | 1018 | |
| 2 | 51 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1146 | |
| 1 | 1018 | |
| 2 | 51 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1146 | |
| 1 | 1018 | |
| 2 | 51 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1146 | |
| 1 | 1018 | |
| 2 | 51 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1146 | |
| 1 | 1018 | |
| 2 | 51 | 2.3% |
Dt_Customer
Date
| Distinct | 662 |
|---|---|
| Distinct (%) | 29.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| Minimum | 2012-01-08 00:00:00 |
|---|---|
| Maximum | 2014-12-06 00:00:00 |
Histogram with fixed size bins (bins=50)
Recency
Real number (ℝ)
ZEROS
| Distinct | 100 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.024379 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 28 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 24 |
| median | 49 |
| Q3 | 74 |
| 95-th percentile | 94 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 28.949608 |
|---|---|
| Coefficient of variation (CV) | 0.59051452 |
| Kurtosis | -1.1995723 |
| Mean | 49.024379 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.00075811521 |
| Sum | 108589 |
| Variance | 838.0798 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56 | 37 | 1.7% |
| 30 | 32 | 1.4% |
| 54 | 32 | 1.4% |
| 46 | 31 | 1.4% |
| 92 | 30 | 1.4% |
| 65 | 30 | 1.4% |
| 29 | 29 | 1.3% |
| 3 | 29 | 1.3% |
| 71 | 29 | 1.3% |
| 49 | 29 | 1.3% |
| Other values (90) | 1907 |
| Value | Count | Frequency (%) |
| 0 | 28 | |
| 1 | 24 | |
| 2 | 28 | |
| 3 | 29 | |
| 4 | 26 | |
| 5 | 15 | |
| 6 | 21 | |
| 7 | 12 | |
| 8 | 25 | |
| 9 | 24 |
| Value | Count | Frequency (%) |
| 99 | 17 | |
| 98 | 22 | |
| 97 | 20 | |
| 96 | 23 | |
| 95 | 18 | |
| 94 | 26 | |
| 93 | 21 | |
| 92 | 30 | |
| 91 | 18 | |
| 90 | 20 |
MntWines
Real number (ℝ)
HIGH CORRELATION
| Distinct | 776 |
|---|---|
| Distinct (%) | 35.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 305.22528 |
| Minimum | 0 |
|---|---|
| Maximum | 1493 |
| Zeros | 13 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 24 |
| median | 175 |
| Q3 | 505 |
| 95-th percentile | 1000.3 |
| Maximum | 1493 |
| Range | 1493 |
| Interquartile range (IQR) | 481 |
Descriptive statistics
| Standard deviation | 337.34538 |
|---|---|
| Coefficient of variation (CV) | 1.1052341 |
| Kurtosis | 0.58149303 |
| Mean | 305.22528 |
| Median Absolute Deviation (MAD) | 166 |
| Skewness | 1.1701833 |
| Sum | 676074 |
| Variance | 113801.91 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 42 | 1.9% |
| 5 | 37 | 1.7% |
| 1 | 37 | 1.7% |
| 6 | 37 | 1.7% |
| 4 | 33 | 1.5% |
| 8 | 30 | 1.4% |
| 3 | 30 | 1.4% |
| 9 | 27 | 1.2% |
| 12 | 25 | 1.1% |
| 10 | 24 | 1.1% |
| Other values (766) | 1893 |
| Value | Count | Frequency (%) |
| 0 | 13 | 0.6% |
| 1 | 37 | |
| 2 | 42 | |
| 3 | 30 | |
| 4 | 33 | |
| 5 | 37 | |
| 6 | 37 | |
| 7 | 21 | |
| 8 | 30 | |
| 9 | 27 |
| Value | Count | Frequency (%) |
| 1493 | 1 | |
| 1492 | 2 | |
| 1486 | 1 | |
| 1478 | 2 | |
| 1462 | 1 | |
| 1459 | 1 | |
| 1449 | 1 | |
| 1396 | 1 | |
| 1394 | 1 | |
| 1379 | 1 |
MntFruits
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 158 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.361625 |
| Minimum | 0 |
|---|---|
| Maximum | 199 |
| Zeros | 395 |
| Zeros (%) | 17.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 122.3 |
| Maximum | 199 |
| Range | 199 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 39.802036 |
|---|---|
| Coefficient of variation (CV) | 1.5098476 |
| Kurtosis | 4.050332 |
| Mean | 26.361625 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.1009139 |
| Sum | 58391 |
| Variance | 1584.202 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 395 | 17.8% |
| 1 | 158 | 7.1% |
| 2 | 119 | 5.4% |
| 3 | 114 | 5.1% |
| 4 | 103 | 4.7% |
| 7 | 67 | 3.0% |
| 6 | 62 | 2.8% |
| 5 | 62 | 2.8% |
| 12 | 50 | 2.3% |
| 8 | 48 | 2.2% |
| Other values (148) | 1037 |
| Value | Count | Frequency (%) |
| 0 | 395 | |
| 1 | 158 | 7.1% |
| 2 | 119 | 5.4% |
| 3 | 114 | 5.1% |
| 4 | 103 | 4.7% |
| 5 | 62 | 2.8% |
| 6 | 62 | 2.8% |
| 7 | 67 | 3.0% |
| 8 | 48 | 2.2% |
| 9 | 35 | 1.6% |
| Value | Count | Frequency (%) |
| 199 | 2 | |
| 197 | 1 | < 0.1% |
| 194 | 3 | |
| 193 | 2 | |
| 190 | 1 | < 0.1% |
| 189 | 1 | < 0.1% |
| 185 | 2 | |
| 184 | 1 | < 0.1% |
| 183 | 3 | |
| 181 | 1 | < 0.1% |
MntMeatProducts
Real number (ℝ)
HIGH CORRELATION
| Distinct | 554 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167.06321 |
| Minimum | 0 |
|---|---|
| Maximum | 1725 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 16 |
| median | 68 |
| Q3 | 232.5 |
| 95-th percentile | 687.6 |
| Maximum | 1725 |
| Range | 1725 |
| Interquartile range (IQR) | 216.5 |
Descriptive statistics
| Standard deviation | 224.31156 |
|---|---|
| Coefficient of variation (CV) | 1.3426748 |
| Kurtosis | 5.0525366 |
| Mean | 167.06321 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 2.024958 |
| Sum | 370045 |
| Variance | 50315.675 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7 | 53 | 2.4% |
| 5 | 50 | 2.3% |
| 11 | 49 | 2.2% |
| 8 | 45 | 2.0% |
| 6 | 42 | 1.9% |
| 10 | 40 | 1.8% |
| 3 | 39 | 1.8% |
| 9 | 37 | 1.7% |
| 16 | 35 | 1.6% |
| 12 | 34 | 1.5% |
| Other values (544) | 1791 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 14 | 0.6% |
| 2 | 30 | |
| 3 | 39 | |
| 4 | 30 | |
| 5 | 50 | |
| 6 | 42 | |
| 7 | 53 | |
| 8 | 45 | |
| 9 | 37 |
| Value | Count | Frequency (%) |
| 1725 | 2 | |
| 1622 | 1 | |
| 1582 | 1 | |
| 984 | 1 | |
| 981 | 1 | |
| 974 | 1 | |
| 968 | 1 | |
| 961 | 1 | |
| 951 | 2 | |
| 946 | 1 |
MntFishProducts
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 182 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.651016 |
| Minimum | 0 |
|---|---|
| Maximum | 259 |
| Zeros | 379 |
| Zeros (%) | 17.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 12 |
| Q3 | 50 |
| 95-th percentile | 169 |
| Maximum | 259 |
| Range | 259 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 54.760822 |
|---|---|
| Coefficient of variation (CV) | 1.4544315 |
| Kurtosis | 3.0734309 |
| Mean | 37.651016 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.9156555 |
| Sum | 83397 |
| Variance | 2998.7476 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 379 | 17.1% |
| 2 | 152 | 6.9% |
| 3 | 128 | 5.8% |
| 4 | 108 | 4.9% |
| 6 | 81 | 3.7% |
| 7 | 66 | 3.0% |
| 8 | 57 | 2.6% |
| 10 | 54 | 2.4% |
| 13 | 48 | 2.2% |
| 11 | 46 | 2.1% |
| Other values (172) | 1096 |
| Value | Count | Frequency (%) |
| 0 | 379 | |
| 1 | 10 | 0.5% |
| 2 | 152 | |
| 3 | 128 | 5.8% |
| 4 | 108 | 4.9% |
| 5 | 1 | < 0.1% |
| 6 | 81 | 3.7% |
| 7 | 66 | 3.0% |
| 8 | 57 | 2.6% |
| 10 | 54 | 2.4% |
| Value | Count | Frequency (%) |
| 259 | 1 | < 0.1% |
| 258 | 3 | |
| 254 | 1 | < 0.1% |
| 253 | 1 | < 0.1% |
| 250 | 3 | |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 242 | 1 | < 0.1% |
| 240 | 2 | |
| 237 | 2 |
MntSweetProducts
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 176 |
|---|---|
| Distinct (%) | 7.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.040632 |
| Minimum | 0 |
|---|---|
| Maximum | 262 |
| Zeros | 413 |
| Zeros (%) | 18.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 125.3 |
| Maximum | 262 |
| Range | 262 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 41.077594 |
|---|---|
| Coefficient of variation (CV) | 1.5191063 |
| Kurtosis | 4.1030327 |
| Mean | 27.040632 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.1026819 |
| Sum | 59895 |
| Variance | 1687.3687 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 413 | 18.6% |
| 1 | 160 | 7.2% |
| 2 | 123 | 5.6% |
| 3 | 101 | 4.6% |
| 4 | 80 | 3.6% |
| 5 | 65 | 2.9% |
| 6 | 63 | 2.8% |
| 7 | 57 | 2.6% |
| 8 | 56 | 2.5% |
| 12 | 45 | 2.0% |
| Other values (166) | 1052 |
| Value | Count | Frequency (%) |
| 0 | 413 | |
| 1 | 160 | 7.2% |
| 2 | 123 | 5.6% |
| 3 | 101 | 4.6% |
| 4 | 80 | 3.6% |
| 5 | 65 | 2.9% |
| 6 | 63 | 2.8% |
| 7 | 57 | 2.6% |
| 8 | 56 | 2.5% |
| 9 | 42 | 1.9% |
| Value | Count | Frequency (%) |
| 262 | 1 | < 0.1% |
| 198 | 1 | < 0.1% |
| 197 | 1 | < 0.1% |
| 196 | 1 | < 0.1% |
| 195 | 1 | < 0.1% |
| 194 | 3 | |
| 192 | 3 | |
| 191 | 1 | < 0.1% |
| 189 | 2 | |
| 188 | 1 | < 0.1% |
MntGoldProds
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 212 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.979684 |
| Minimum | 0 |
|---|---|
| Maximum | 321 |
| Zeros | 61 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 25 |
| Q3 | 56 |
| 95-th percentile | 165.3 |
| Maximum | 321 |
| Range | 321 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 51.82266 |
|---|---|
| Coefficient of variation (CV) | 1.1783318 |
| Kurtosis | 3.1535661 |
| Mean | 43.979684 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 1.8385606 |
| Sum | 97415 |
| Variance | 2685.5881 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 71 | 3.2% |
| 4 | 69 | 3.1% |
| 3 | 68 | 3.1% |
| 5 | 63 | 2.8% |
| 2 | 62 | 2.8% |
| 12 | 62 | 2.8% |
| 0 | 61 | 2.8% |
| 6 | 55 | 2.5% |
| 7 | 52 | 2.3% |
| 10 | 49 | 2.2% |
| Other values (202) | 1603 |
| Value | Count | Frequency (%) |
| 0 | 61 | |
| 1 | 71 | |
| 2 | 62 | |
| 3 | 68 | |
| 4 | 69 | |
| 5 | 63 | |
| 6 | 55 | |
| 7 | 52 | |
| 8 | 40 | |
| 9 | 43 |
| Value | Count | Frequency (%) |
| 321 | 1 | < 0.1% |
| 291 | 1 | < 0.1% |
| 262 | 1 | < 0.1% |
| 249 | 1 | < 0.1% |
| 248 | 1 | < 0.1% |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 245 | 1 | < 0.1% |
| 242 | 2 | 0.1% |
| 241 | 6 |
NumDealsPurchases
Real number (ℝ)
ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3227991 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 44 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.92382 |
|---|---|
| Coefficient of variation (CV) | 0.82823349 |
| Kurtosis | 8.9808613 |
| Mean | 2.3227991 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.4168526 |
| Sum | 5145 |
| Variance | 3.7010834 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 1 | 960 | |
| 2 | 493 | |
| 3 | 293 | 13.2% |
| 4 | 187 | 8.4% |
| 5 | 94 | 4.2% |
| 6 | 60 | 2.7% |
| 0 | 44 | 2.0% |
| 7 | 39 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Other values (5) | 23 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 44 | 2.0% |
| 1 | 960 | |
| 2 | 493 | |
| 3 | 293 | 13.2% |
| 4 | 187 | 8.4% |
| 5 | 94 | 4.2% |
| 6 | 60 | 2.7% |
| 7 | 39 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Value | Count | Frequency (%) |
| 15 | 7 | 0.3% |
| 13 | 3 | 0.1% |
| 12 | 3 | 0.1% |
| 11 | 5 | 0.2% |
| 10 | 5 | 0.2% |
| 9 | 8 | 0.4% |
| 8 | 14 | 0.6% |
| 7 | 39 | |
| 6 | 60 | |
| 5 | 94 |
NumWebPurchases
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0857788 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 48 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.7414729 |
|---|---|
| Coefficient of variation (CV) | 0.67097929 |
| Kurtosis | 4.0690826 |
| Mean | 4.0857788 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.1963858 |
| Sum | 9050 |
| Variance | 7.5156739 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 2 | 368 | |
| 1 | 348 | |
| 3 | 333 | |
| 4 | 277 | |
| 5 | 219 | |
| 6 | 201 | |
| 7 | 154 | |
| 8 | 102 | 4.6% |
| 9 | 75 | 3.4% |
| 0 | 48 | 2.2% |
| Other values (5) | 90 | 4.1% |
| Value | Count | Frequency (%) |
| 0 | 48 | 2.2% |
| 1 | 348 | |
| 2 | 368 | |
| 3 | 333 | |
| 4 | 277 | |
| 5 | 219 | |
| 6 | 201 | |
| 7 | 154 | |
| 8 | 102 | 4.6% |
| 9 | 75 | 3.4% |
| Value | Count | Frequency (%) |
| 27 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 11 | 44 | 2.0% |
| 10 | 43 | 1.9% |
| 9 | 75 | 3.4% |
| 8 | 102 | |
| 7 | 154 | |
| 6 | 201 | |
| 5 | 219 |
NumCatalogPurchases
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6717833 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 576 |
| Zeros (%) | 26.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.927179 |
|---|---|
| Coefficient of variation (CV) | 1.09559 |
| Kurtosis | 8.0634086 |
| Mean | 2.6717833 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.8803768 |
| Sum | 5918 |
| Variance | 8.5683769 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 576 | |
| 1 | 491 | |
| 2 | 274 | |
| 3 | 182 | 8.2% |
| 4 | 181 | 8.2% |
| 5 | 137 | 6.2% |
| 6 | 128 | 5.8% |
| 7 | 79 | 3.6% |
| 8 | 55 | 2.5% |
| 10 | 47 | 2.1% |
| Other values (4) | 65 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 576 | |
| 1 | 491 | |
| 2 | 274 | |
| 3 | 182 | 8.2% |
| 4 | 181 | 8.2% |
| 5 | 137 | 6.2% |
| 6 | 128 | 5.8% |
| 7 | 79 | 3.6% |
| 8 | 55 | 2.5% |
| 9 | 42 | 1.9% |
| Value | Count | Frequency (%) |
| 28 | 3 | 0.1% |
| 22 | 1 | < 0.1% |
| 11 | 19 | 0.9% |
| 10 | 47 | 2.1% |
| 9 | 42 | 1.9% |
| 8 | 55 | 2.5% |
| 7 | 79 | |
| 6 | 128 | |
| 5 | 137 | |
| 4 | 181 |
NumStorePurchases
Real number (ℝ)
HIGH CORRELATION
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8022573 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 14 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.2509736 |
|---|---|
| Coefficient of variation (CV) | 0.56029463 |
| Kurtosis | -0.62728326 |
| Mean | 5.8022573 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.70114237 |
| Sum | 12852 |
| Variance | 10.56883 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 483 | |
| 4 | 319 | |
| 2 | 220 | |
| 5 | 211 | |
| 6 | 177 | 8.0% |
| 8 | 147 | 6.6% |
| 7 | 141 | 6.4% |
| 10 | 124 | 5.6% |
| 9 | 106 | 4.8% |
| 12 | 104 | 4.7% |
| Other values (4) | 183 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 14 | 0.6% |
| 1 | 6 | 0.3% |
| 2 | 220 | |
| 3 | 483 | |
| 4 | 319 | |
| 5 | 211 | |
| 6 | 177 | 8.0% |
| 7 | 141 | 6.4% |
| 8 | 147 | 6.6% |
| 9 | 106 | 4.8% |
| Value | Count | Frequency (%) |
| 13 | 83 | 3.7% |
| 12 | 104 | 4.7% |
| 11 | 80 | 3.6% |
| 10 | 124 | 5.6% |
| 9 | 106 | 4.8% |
| 8 | 147 | |
| 7 | 141 | |
| 6 | 177 | |
| 5 | 211 | |
| 4 | 319 |
NumWebVisitsMonth
Real number (ℝ)
HIGH CORRELATION
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3187359 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 10 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.425863 |
|---|---|
| Coefficient of variation (CV) | 0.45609767 |
| Kurtosis | 1.8508419 |
| Mean | 5.3187359 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.21837609 |
| Sum | 11781 |
| Variance | 5.8848114 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 7 | 387 | |
| 8 | 340 | |
| 6 | 334 | |
| 5 | 279 | |
| 4 | 217 | |
| 3 | 203 | |
| 2 | 201 | |
| 1 | 150 | 6.8% |
| 9 | 82 | 3.7% |
| 0 | 10 | 0.5% |
| Other values (6) | 12 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 10 | 0.5% |
| 1 | 150 | 6.8% |
| 2 | 201 | |
| 3 | 203 | |
| 4 | 217 | |
| 5 | 279 | |
| 6 | 334 | |
| 7 | 387 | |
| 8 | 340 | |
| 9 | 82 | 3.7% |
| Value | Count | Frequency (%) |
| 20 | 3 | 0.1% |
| 19 | 2 | 0.1% |
| 17 | 1 | < 0.1% |
| 14 | 2 | 0.1% |
| 13 | 1 | < 0.1% |
| 10 | 3 | 0.1% |
| 9 | 82 | 3.7% |
| 8 | 340 | |
| 7 | 387 | |
| 6 | 334 |
AcceptedCmp3
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| 0 | |
|---|---|
| 1 | 163 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2215 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2052 | |
| 1 | 163 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2052 | |
| 1 | 163 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2052 | |
| 1 | 163 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2052 | |
| 1 | 163 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2052 | |
| 1 | 163 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2052 | |
| 1 | 163 | 7.4% |
AcceptedCmp4
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| 0 | |
|---|---|
| 1 | 164 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2215 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2051 | |
| 1 | 164 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2051 | |
| 1 | 164 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2051 | |
| 1 | 164 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2051 | |
| 1 | 164 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2051 | |
| 1 | 164 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2051 | |
| 1 | 164 | 7.4% |
AcceptedCmp5
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| 0 | |
|---|---|
| 1 | 162 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2215 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2053 | |
| 1 | 162 | 7.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2053 | |
| 1 | 162 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2053 | |
| 1 | 162 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2053 | |
| 1 | 162 | 7.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2053 | |
| 1 | 162 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2053 | |
| 1 | 162 | 7.3% |
AcceptedCmp1
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| 0 | |
|---|---|
| 1 | 142 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2215 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 142 | 6.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 142 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 142 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 142 | 6.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 142 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 142 | 6.4% |
AcceptedCmp2
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| 0 | |
|---|---|
| 1 | 30 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2215 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2185 | |
| 1 | 30 | 1.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2185 | |
| 1 | 30 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2185 | |
| 1 | 30 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2185 | |
| 1 | 30 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2185 | |
| 1 | 30 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2185 | |
| 1 | 30 | 1.4% |
Complain
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| 0 | |
|---|---|
| 1 | 21 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2215 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2194 | |
| 1 | 21 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2194 | |
| 1 | 21 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2194 | |
| 1 | 21 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2194 | |
| 1 | 21 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2194 | |
| 1 | 21 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2194 | |
| 1 | 21 | 0.9% |
Z_CostContact
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| 3 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2215 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 2215 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 2215 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 2215 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2215 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2215 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2215 |
Z_Revenue
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| 11 |
|---|
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 4430 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 11 |
|---|---|
| 2nd row | 11 |
| 3rd row | 11 |
| 4th row | 11 |
| 5th row | 11 |
Common Values
| Value | Count | Frequency (%) |
| 11 | 2215 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 11 | 2215 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4430 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4430 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4430 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4430 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4430 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4430 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4430 |
Response
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2215 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1882 | |
| 1 | 333 | 15.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1882 | |
| 1 | 333 | 15.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1882 | |
| 1 | 333 | 15.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1882 | |
| 1 | 333 | 15.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1882 | |
| 1 | 333 | 15.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1882 | |
| 1 | 333 | 15.0% |
| AcceptedCmp1 | AcceptedCmp2 | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | Complain | Education | ID | Income | Kidhome | Marital_Status | MntFishProducts | MntFruits | MntGoldProds | MntMeatProducts | MntSweetProducts | MntWines | NumCatalogPurchases | NumDealsPurchases | NumStorePurchases | NumWebPurchases | NumWebVisitsMonth | Recency | Response | Teenhome | Year_Birth | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AcceptedCmp1 | 1.000 | 0.167 | 0.090 | 0.238 | 0.404 | 0.000 | 0.032 | 0.044 | 0.400 | 0.184 | 0.029 | 0.269 | 0.259 | 0.198 | 0.310 | 0.256 | 0.356 | 0.315 | 0.166 | 0.195 | 0.167 | 0.204 | 0.000 | 0.294 | 0.147 | 0.053 |
| AcceptedCmp2 | 0.167 | 1.000 | 0.061 | 0.287 | 0.214 | 0.000 | 0.017 | 0.036 | 0.144 | 0.079 | 0.000 | 0.048 | 0.000 | 0.085 | 0.034 | 0.047 | 0.301 | 0.111 | 0.000 | 0.081 | 0.000 | 0.000 | 0.034 | 0.162 | 0.000 | 0.000 |
| AcceptedCmp3 | 0.090 | 0.061 | 1.000 | 0.073 | 0.074 | 0.000 | 0.000 | 0.000 | 0.064 | 0.030 | 0.000 | 0.077 | 0.000 | 0.125 | 0.027 | 0.000 | 0.094 | 0.088 | 0.000 | 0.179 | 0.022 | 0.078 | 0.043 | 0.251 | 0.038 | 0.053 |
| AcceptedCmp4 | 0.238 | 0.287 | 0.073 | 1.000 | 0.307 | 0.000 | 0.053 | 0.000 | 0.266 | 0.162 | 0.000 | 0.009 | 0.069 | 0.068 | 0.097 | 0.025 | 0.397 | 0.190 | 0.059 | 0.214 | 0.159 | 0.000 | 0.000 | 0.177 | 0.024 | 0.052 |
| AcceptedCmp5 | 0.404 | 0.214 | 0.074 | 0.307 | 1.000 | 0.000 | 0.034 | 0.000 | 0.564 | 0.209 | 0.020 | 0.266 | 0.284 | 0.181 | 0.377 | 0.267 | 0.518 | 0.360 | 0.245 | 0.228 | 0.171 | 0.308 | 0.000 | 0.320 | 0.205 | 0.083 |
| Complain | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.039 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.138 |
| Education | 0.032 | 0.017 | 0.000 | 0.053 | 0.034 | 0.039 | 1.000 | 0.000 | 0.182 | 0.051 | 0.000 | 0.064 | 0.071 | 0.065 | 0.055 | 0.069 | 0.115 | 0.065 | 0.000 | 0.107 | 0.083 | 0.054 | 0.000 | 0.093 | 0.105 | 0.113 |
| ID | 0.044 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.003 | 0.004 | 0.000 | -0.030 | -0.020 | -0.041 | -0.013 | -0.032 | -0.024 | -0.011 | -0.028 | -0.021 | -0.024 | -0.012 | -0.043 | 0.034 | 0.000 | 0.005 |
| Income | 0.400 | 0.144 | 0.064 | 0.266 | 0.564 | 0.000 | 0.182 | 0.003 | 1.000 | 0.404 | 0.000 | 0.578 | 0.582 | 0.506 | 0.818 | 0.568 | 0.832 | 0.793 | -0.197 | 0.733 | 0.574 | -0.644 | 0.009 | 0.257 | 0.330 | -0.218 |
| Kidhome | 0.184 | 0.079 | 0.030 | 0.162 | 0.209 | 0.028 | 0.051 | 0.004 | 0.404 | 1.000 | 0.037 | 0.324 | 0.314 | 0.270 | 0.322 | 0.294 | 0.407 | 0.387 | 0.212 | 0.403 | 0.294 | 0.345 | 0.066 | 0.073 | 0.051 | 0.221 |
| Marital_Status | 0.029 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 1.000 | 0.052 | 0.029 | 0.059 | 0.031 | 0.000 | 0.015 | 0.000 | 0.018 | 0.024 | 0.036 | 0.000 | 0.026 | 0.145 | 0.076 | 0.091 |
| MntFishProducts | 0.269 | 0.048 | 0.077 | 0.009 | 0.266 | 0.000 | 0.064 | -0.030 | 0.578 | 0.324 | 0.052 | 1.000 | 0.704 | 0.565 | 0.726 | 0.700 | 0.522 | 0.656 | -0.124 | 0.581 | 0.466 | -0.460 | 0.013 | 0.128 | 0.140 | -0.030 |
| MntFruits | 0.259 | 0.000 | 0.000 | 0.069 | 0.284 | 0.000 | 0.071 | -0.020 | 0.582 | 0.314 | 0.029 | 0.704 | 1.000 | 0.570 | 0.714 | 0.691 | 0.517 | 0.633 | -0.112 | 0.582 | 0.473 | -0.444 | 0.025 | 0.152 | 0.121 | -0.026 |
| MntGoldProds | 0.198 | 0.085 | 0.125 | 0.068 | 0.181 | 0.000 | 0.065 | -0.041 | 0.506 | 0.270 | 0.059 | 0.565 | 0.570 | 1.000 | 0.639 | 0.541 | 0.575 | 0.649 | 0.090 | 0.540 | 0.577 | -0.258 | 0.017 | 0.158 | 0.062 | -0.076 |
| MntMeatProducts | 0.310 | 0.034 | 0.027 | 0.097 | 0.377 | 0.000 | 0.055 | -0.013 | 0.818 | 0.322 | 0.031 | 0.726 | 0.714 | 0.639 | 1.000 | 0.698 | 0.824 | 0.854 | -0.034 | 0.780 | 0.683 | -0.494 | 0.026 | 0.241 | 0.226 | -0.113 |
| MntSweetProducts | 0.256 | 0.047 | 0.000 | 0.025 | 0.267 | 0.000 | 0.069 | -0.032 | 0.568 | 0.294 | 0.000 | 0.700 | 0.691 | 0.541 | 0.698 | 1.000 | 0.505 | 0.628 | -0.108 | 0.581 | 0.462 | -0.449 | 0.024 | 0.111 | 0.101 | 0.002 |
| MntWines | 0.356 | 0.301 | 0.094 | 0.397 | 0.518 | 0.000 | 0.115 | -0.024 | 0.832 | 0.407 | 0.015 | 0.522 | 0.517 | 0.575 | 0.824 | 0.505 | 1.000 | 0.823 | 0.054 | 0.805 | 0.743 | -0.391 | 0.016 | 0.267 | 0.112 | -0.234 |
| NumCatalogPurchases | 0.315 | 0.111 | 0.088 | 0.190 | 0.360 | 0.000 | 0.065 | -0.011 | 0.793 | 0.387 | 0.000 | 0.656 | 0.633 | 0.649 | 0.854 | 0.628 | 0.823 | 1.000 | -0.044 | 0.707 | 0.621 | -0.539 | 0.028 | 0.219 | 0.119 | -0.178 |
| NumDealsPurchases | 0.166 | 0.000 | 0.000 | 0.059 | 0.245 | 0.000 | 0.000 | -0.028 | -0.197 | 0.212 | 0.018 | -0.124 | -0.112 | 0.090 | -0.034 | -0.108 | 0.054 | -0.044 | 1.000 | 0.097 | 0.285 | 0.396 | 0.009 | 0.098 | 0.347 | -0.085 |
| NumStorePurchases | 0.195 | 0.081 | 0.179 | 0.214 | 0.228 | 0.000 | 0.107 | -0.021 | 0.733 | 0.403 | 0.024 | 0.581 | 0.582 | 0.540 | 0.780 | 0.581 | 0.805 | 0.707 | 0.097 | 1.000 | 0.674 | -0.458 | 0.003 | 0.149 | 0.084 | -0.166 |
| NumWebPurchases | 0.167 | 0.000 | 0.022 | 0.159 | 0.171 | 0.000 | 0.083 | -0.024 | 0.574 | 0.294 | 0.036 | 0.466 | 0.473 | 0.577 | 0.683 | 0.462 | 0.743 | 0.621 | 0.285 | 0.674 | 1.000 | -0.097 | -0.002 | 0.164 | 0.160 | -0.166 |
| NumWebVisitsMonth | 0.204 | 0.000 | 0.078 | 0.000 | 0.308 | 0.000 | 0.054 | -0.012 | -0.644 | 0.345 | 0.000 | -0.460 | -0.444 | -0.258 | -0.494 | -0.449 | -0.391 | -0.539 | 0.396 | -0.458 | -0.097 | 1.000 | -0.019 | 0.121 | 0.217 | 0.134 |
| Recency | 0.000 | 0.034 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | -0.043 | 0.009 | 0.066 | 0.026 | 0.013 | 0.025 | 0.017 | 0.026 | 0.024 | 0.016 | 0.028 | 0.009 | 0.003 | -0.002 | -0.019 | 1.000 | 0.209 | 0.050 | -0.017 |
| Response | 0.294 | 0.162 | 0.251 | 0.177 | 0.320 | 0.000 | 0.093 | 0.034 | 0.257 | 0.073 | 0.145 | 0.128 | 0.152 | 0.158 | 0.241 | 0.111 | 0.267 | 0.219 | 0.098 | 0.149 | 0.164 | 0.121 | 0.209 | 1.000 | 0.158 | 0.000 |
| Teenhome | 0.147 | 0.000 | 0.038 | 0.024 | 0.205 | 0.000 | 0.105 | 0.000 | 0.330 | 0.051 | 0.076 | 0.140 | 0.121 | 0.062 | 0.226 | 0.101 | 0.112 | 0.119 | 0.347 | 0.084 | 0.160 | 0.217 | 0.050 | 0.158 | 1.000 | 0.306 |
| Year_Birth | 0.053 | 0.000 | 0.053 | 0.052 | 0.083 | 0.138 | 0.113 | 0.005 | -0.218 | 0.221 | 0.091 | -0.030 | -0.026 | -0.076 | -0.113 | 0.002 | -0.234 | -0.178 | -0.085 | -0.166 | -0.166 | 0.134 | -0.017 | 0.000 | 0.306 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| ID | Year_Birth | Education | Marital_Status | Income | Kidhome | Teenhome | Dt_Customer | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Complain | Z_CostContact | Z_Revenue | Response | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1503 | 1976 | PhD | Together | 162397 | 1 | 1 | 03-06-2013 | 31 | 85 | 1 | 16 | 2 | 1 | 2 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 1 | 1501 | 1982 | PhD | Married | 160803 | 0 | 0 | 04-08-2012 | 21 | 55 | 16 | 1622 | 17 | 3 | 4 | 15 | 0 | 28 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2 | 5336 | 1971 | Master | Together | 157733 | 1 | 0 | 04-06-2013 | 37 | 39 | 1 | 9 | 2 | 0 | 8 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 3 | 8475 | 1973 | PhD | Married | 157243 | 0 | 1 | 01-03-2014 | 98 | 20 | 2 | 1582 | 1 | 2 | 1 | 15 | 0 | 22 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 4 | 4931 | 1977 | Graduation | Together | 157146 | 0 | 0 | 29-04-2013 | 13 | 1 | 0 | 1725 | 2 | 1 | 1 | 0 | 0 | 28 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 5 | 11181 | 1949 | PhD | Married | 156924 | 0 | 0 | 29-08-2013 | 85 | 2 | 1 | 2 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 6 | 5555 | 1975 | Graduation | Divorced | 153924 | 0 | 0 | 07-02-2014 | 81 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 7 | 4619 | 1945 | PhD | Single | 113734 | 0 | 0 | 28-05-2014 | 9 | 6 | 2 | 3 | 1 | 262 | 3 | 0 | 27 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 8 | 4611 | 1970 | Graduation | Together | 105471 | 0 | 0 | 21-01-2013 | 36 | 1009 | 181 | 104 | 202 | 21 | 207 | 0 | 9 | 8 | 13 | 3 | 0 | 0 | 1 | 1 | 0 | 0 | 3 | 11 | 1 |
| 9 | 10089 | 1974 | Graduation | Divorced | 102692 | 0 | 0 | 05-04-2013 | 5 | 168 | 148 | 444 | 32 | 172 | 148 | 1 | 6 | 9 | 13 | 2 | 0 | 1 | 1 | 1 | 1 | 0 | 3 | 11 | 1 |
| ID | Year_Birth | Education | Marital_Status | Income | Kidhome | Teenhome | Dt_Customer | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Complain | Z_CostContact | Z_Revenue | Response | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2205 | 4303 | 1957 | PhD | Together | 6835 | 0 | 1 | 08-12-2012 | 76 | 107 | 2 | 12 | 2 | 2 | 12 | 0 | 0 | 0 | 1 | 20 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2206 | 4246 | 1982 | Master | Single | 6560 | 0 | 0 | 12-12-2013 | 2 | 67 | 11 | 26 | 4 | 3 | 262 | 0 | 1 | 0 | 1 | 17 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2207 | 5899 | 1950 | PhD | Together | 5648 | 1 | 1 | 13-03-2014 | 68 | 28 | 0 | 6 | 1 | 1 | 13 | 1 | 1 | 0 | 0 | 20 | 1 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2208 | 9303 | 1976 | Graduation | Married | 5305 | 0 | 1 | 30-07-2013 | 12 | 12 | 4 | 7 | 1 | 3 | 5 | 0 | 1 | 0 | 0 | 13 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2209 | 3955 | 1965 | Graduation | Divorced | 4861 | 0 | 0 | 22-06-2014 | 20 | 2 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2210 | 10311 | 1969 | Graduation | Married | 4428 | 0 | 1 | 05-10-2013 | 0 | 16 | 4 | 12 | 2 | 4 | 321 | 0 | 25 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2211 | 9931 | 1963 | PhD | Married | 4023 | 1 | 1 | 23-06-2014 | 29 | 5 | 0 | 1 | 1 | 1 | 1 | 15 | 0 | 0 | 0 | 19 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2212 | 11110 | 1973 | Graduation | Single | 3502 | 1 | 0 | 13-04-2013 | 56 | 2 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2213 | 5376 | 1979 | Graduation | Married | 2447 | 1 | 0 | 06-01-2013 | 42 | 1 | 1 | 1725 | 1 | 1 | 1 | 15 | 0 | 28 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2214 | 6862 | 1971 | Graduation | Divorced | 1730 | 0 | 0 | 18-05-2014 | 65 | 1 | 1 | 3 | 1 | 1 | 1 | 15 | 0 | 0 | 0 | 20 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |